We’ve built the dccvalidator tool to streamline the process of data validation and QA/QC. As the AMP-AD Knowledge Portal has grown to 50+ studies and over 70,000 data files, we’ve realized a need to be more standardized in our approaches to data curation. Thus, we built an application that performs many of the routine data quality checks we previously conducted by hand, with the hopes that it will help you, the data contributor, get your data checked, validated, and shared more easily and quickly.
The application can be found at https://shinypro.synapse.org/users/kwoo/dccvalidator-app/
To use this application you must:
Some portions of the app submit data to Synapse. This allows curators at Sage to troubleshoot issues if needed; no one outside the Sage curation team will be able to download the data.
Each study in AMP-AD has accompanying documentation in the portal. You can submit your documentation through the dccvalidator app on the Documentation page. There should be a study description for the whole study, and an assay description for each of the assays that was performed. These can be in a single file, or you can upload multiple files to the assay description section.
Each study should include metadata that would help a new researcher understand and reuse the data. In most cases, we will expect 4 files:
We provide templates for all of the metadata files within the portal: https://www.synapse.org/#!Synapse:syn18512044
You can download these files, fill out the first tab, and save it as a .csv file. The other tabs exist to describe the variables and allowed values in the template. If you do not have any data for some of the columns, you can leave them blank (but do not remove the column header).
If you don’t see a template for the assay(s) in your study, or if not all of the metadata types above seem relevant to your study, please get in touch with us at AMPAD_SageAdmin@synapse.org.
The data validation portion of the app allows you to upload metadata files (as .csv) and the manifest (as .tsv or .txt) and view the results of a series of automated checks.
Examples of the types of checks we perform are: